Approximate Robust Policy Iteration for Discounted Infinite-Horizon Markov Decision Processes with Uncertain Stationary Parametric Transition Matrices

摘要

We consider Markov decision processes with finite states, finite actions, and discounted infinite-horizon cost in the deterministic policy space. State transition matrices are uncertain but with stationary parameterization. The uncertainty in transition m